2013 PEW LGBTQ Survey ...but as a graph

Benjamin Ortiz Ulloa

What's a Graph?

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Why graph? Social Network Analysis

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Why graph? Maps, paths, and supply chains

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Why graph? Recommendation Systems

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Why graph? Recommendation Systems

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Why graph? Recommendation Systems

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Data

Online survey of self-identified lesbian, gay, bisexual and transgender adults in the U.S., ages 18 or older.

Sample sizes:

  • Full sample =1,197
  • Gay men n=398
  • Lesbians n=277
  • Bisexuals n=479
  • Transgender adults n=43

http://www.pewsocialtrends.org/2014/09/18/2013-survey-of-lgbt-adults/

Data

It's a .sav file (SPSS), but luckily the foreign package in R can import it painlessly.

foreign::read.spss('pew2013lgbtpublicdatarelease.sav') %>%
  as.tibble() -> survey

Data

[1] 1197  181
NEWCASEID Q1 Q2 Q3_A Q3_B Q3_C Q3_D
1 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
2 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
3 Not too happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
4 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
5 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
6 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
7 Pretty happy Wrong track Very favorable Mostly favorable Mostly unfavorable Mostly favorable
8 Pretty happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
9 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
10 Very happy Right direction Very favorable Mostly favorable Very unfavorable Very favorable
11 Very happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
12 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
13 Very happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
14 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
15 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
16 Very happy Wrong track Very unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
17 Not too happy Wrong track Mostly unfavorable Mostly unfavorable Mostly favorable Mostly favorable
18 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
19 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
20 Not too happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
21 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
22 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Mostly unfavorable
23 Very happy Right direction Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
24 Pretty happy Wrong track Mostly unfavorable Very unfavorable Mostly unfavorable Mostly unfavorable
25 Very happy Wrong track Very unfavorable Very unfavorable Very unfavorable Mostly unfavorable
26 Not too happy Wrong track Very unfavorable Very unfavorable Very unfavorable Mostly favorable
27 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
28 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
29 Pretty happy Right direction Mostly favorable Very unfavorable Very unfavorable Mostly favorable
30 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
31 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
32 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
33 Very happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
34 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Mostly unfavorable
35 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
36 Very happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
37 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
38 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
39 Not too happy Wrong track Mostly unfavorable Mostly favorable Very unfavorable Mostly unfavorable
40 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
41 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
42 Pretty happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
43 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Very unfavorable Mostly favorable
44 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
45 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
46 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
47 Very happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
48 Very happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
49 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
50 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
51 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
52 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly unfavorable
53 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
54 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly unfavorable
55 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly unfavorable
56 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
57 Pretty happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
58 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
59 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
60 Very happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly favorable
61 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
62 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Very unfavorable
63 Pretty happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly favorable
64 Very happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
65 Pretty happy Wrong track Mostly favorable Very unfavorable Very unfavorable Mostly unfavorable
66 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly favorable Mostly favorable
67 Very happy Wrong track Very unfavorable Mostly unfavorable Mostly unfavorable Very unfavorable
68 Pretty happy Wrong track Mostly unfavorable Very unfavorable Mostly favorable Mostly favorable
69 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
70 Not too happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly favorable
71 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
72 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
73 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
74 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
75 Very happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
76 Pretty happy Right direction Mostly unfavorable Mostly unfavorable Mostly favorable Mostly favorable
77 Pretty happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
78 Not too happy Right direction Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
79 Very happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
80 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly favorable
81 Not too happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
82 Pretty happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly unfavorable
83 Very happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
84 Not too happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
85 Very happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
86 Not too happy Right direction Mostly favorable Mostly favorable Very unfavorable Very unfavorable
87 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
88 Not too happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
89 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
90 Very happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
91 Pretty happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly favorable
92 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
93 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
94 Not too happy Wrong track Mostly unfavorable Very unfavorable Very unfavorable Mostly favorable
95 Very happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
96 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
97 Not too happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
98 Pretty happy Right direction Very favorable Mostly unfavorable Very unfavorable Mostly favorable
99 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
100 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
101 Very happy Right direction Very favorable Mostly favorable Mostly favorable Mostly favorable
102 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
103 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
104 Not too happy Wrong track Mostly favorable Mostly favorable Mostly favorable Mostly favorable
105 Very happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
106 Pretty happy Right direction Very favorable Mostly unfavorable Mostly unfavorable Mostly favorable
107 Not too happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
108 Very happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
109 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
110 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
111 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
112 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
113 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
114 Pretty happy Wrong track Very favorable Mostly favorable Mostly unfavorable Mostly favorable
115 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Mostly unfavorable
116 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
117 Not too happy Wrong track Very favorable Very favorable Very unfavorable Mostly favorable
118 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Very unfavorable Mostly unfavorable
119 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
120 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Refused
121 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
122 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
123 Not too happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
124 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Mostly unfavorable
125 Very happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
126 Not too happy Wrong track Very favorable Mostly favorable Mostly unfavorable Mostly favorable
127 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Mostly unfavorable
128 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
129 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
130 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
131 Pretty happy Wrong track Mostly favorable Refused Very unfavorable Mostly favorable
132 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
133 Not too happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly favorable
134 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
135 Very happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
136 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
137 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
138 Very happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
139 Pretty happy Right direction Mostly favorable Very favorable Very favorable Mostly favorable
140 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
141 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly unfavorable
142 Very happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
143 Very happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
144 Not too happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
145 Very happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly favorable
146 Very happy Wrong track Mostly favorable Mostly unfavorable Mostly favorable Mostly favorable
147 Very happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
148 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
149 Not too happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
150 Very happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
151 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
152 Not too happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
153 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
154 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
155 Very happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
156 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
157 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
158 Not too happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly favorable
159 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly favorable Mostly favorable
160 Very happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
161 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
162 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
163 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
164 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
165 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Mostly unfavorable
166 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
167 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
168 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
169 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
170 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Mostly unfavorable
171 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
172 Very happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly favorable
173 Pretty happy Wrong track Very favorable Mostly unfavorable Very unfavorable Mostly favorable
174 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
175 Very happy Right direction Mostly favorable Very favorable Very unfavorable Mostly favorable
176 Very happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
177 Not too happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
178 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
179 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
180 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
181 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
182 Very happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly favorable
183 Not too happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
184 Not too happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
185 Not too happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
186 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
187 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
188 Pretty happy Wrong track Very favorable Mostly unfavorable Mostly unfavorable Mostly favorable
189 Very happy Right direction Very favorable Very favorable Very unfavorable Very favorable
190 Not too happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
191 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
192 Not too happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
193 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
194 Very happy Right direction Very favorable Mostly favorable Mostly unfavorable Very favorable
195 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
196 Not too happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
197 Very happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
198 Not too happy Wrong track Very unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
199 Very happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
200 Pretty happy Right direction Very unfavorable Very unfavorable Very unfavorable Very unfavorable
201 Very happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
202 Very happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly favorable
203 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
204 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
205 Very happy Wrong track Very favorable Mostly unfavorable Very unfavorable Mostly unfavorable
206 Very happy Right direction Very favorable Very favorable Very unfavorable Mostly unfavorable
207 Not too happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
208 Very happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
209 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Very unfavorable Mostly unfavorable
210 Pretty happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly favorable
211 Pretty happy Wrong track Mostly unfavorable Very unfavorable Mostly unfavorable Mostly unfavorable
212 Very happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
213 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
214 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
215 Not too happy Wrong track Very unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
216 Pretty happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Very unfavorable
217 Pretty happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly favorable
218 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
219 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
220 Very happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
221 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
222 Very happy Wrong track Very favorable Very favorable Very unfavorable Mostly unfavorable
223 Very happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
224 Very happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
225 Pretty happy Right direction Mostly unfavorable Very unfavorable Mostly unfavorable Mostly unfavorable
226 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly favorable Mostly favorable
227 Very happy Wrong track Very unfavorable Very unfavorable Mostly favorable Very unfavorable
228 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly unfavorable
229 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
230 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly unfavorable
231 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
232 Very happy Right direction Very favorable Mostly unfavorable Very unfavorable Mostly favorable
233 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
234 Very happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
235 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
236 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
237 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly favorable Mostly favorable
238 Very happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
239 Not too happy Wrong track Mostly unfavorable Very unfavorable Mostly unfavorable Very favorable
240 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
241 Very happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
242 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
243 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
244 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
245 Very happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly favorable
246 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
247 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
248 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
249 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
250 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
251 Pretty happy Right direction Very favorable Very favorable Very unfavorable Very favorable
252 Pretty happy Refused Mostly favorable Mostly unfavorable Mostly favorable Mostly favorable
253 Pretty happy Wrong track Mostly unfavorable Mostly favorable Mostly unfavorable Very unfavorable
254 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
255 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
256 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
257 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
258 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
259 Pretty happy Wrong track Mostly favorable Very unfavorable Very unfavorable Mostly favorable
260 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
261 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
262 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Mostly unfavorable
263 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
264 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
265 Very happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
266 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Mostly unfavorable
267 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
268 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
269 Pretty happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly favorable
270 Pretty happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
271 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
272 Very happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
273 Very happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
274 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Very favorable
275 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
276 Very happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Mostly unfavorable
277 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
278 Very happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
279 Not too happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
280 Very happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
281 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
282 Not too happy Wrong track Very unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
283 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
284 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
285 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
286 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
287 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
288 Pretty happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
289 Pretty happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
290 Pretty happy Wrong track Mostly unfavorable Mostly favorable Mostly unfavorable Mostly favorable
291 Very happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
292 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
293 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
294 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
295 Very happy Wrong track Very favorable Very favorable Very unfavorable Mostly unfavorable
296 Not too happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
297 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
298 Very happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
299 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
300 Very happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
301 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
302 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
303 Not too happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
304 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
305 Pretty happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
306 Very happy Right direction Mostly unfavorable Mostly favorable Mostly favorable Mostly unfavorable
307 Very happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
308 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly unfavorable
309 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
310 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
311 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
312 Very happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly favorable
313 Not too happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly favorable
314 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
315 Very happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
316 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
317 Very happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
318 Very happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly unfavorable
319 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
320 Very happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Very unfavorable
321 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Very unfavorable Mostly unfavorable
322 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly favorable Mostly favorable
323 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
324 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly unfavorable
325 Pretty happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Very favorable
326 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
327 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
328 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
329 Pretty happy Wrong track Very favorable Mostly favorable Mostly unfavorable Mostly favorable
330 Not too happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
331 Pretty happy Right direction Mostly favorable Very favorable Mostly unfavorable Mostly favorable
332 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
333 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
334 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
335 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly unfavorable
336 Not too happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly favorable
337 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
338 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
339 Not too happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly favorable
340 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
341 Not too happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
342 Not too happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Mostly unfavorable
343 Very happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly favorable
344 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly favorable Mostly unfavorable
345 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
346 Pretty happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
347 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
348 Not too happy Wrong track Very unfavorable Mostly unfavorable Very unfavorable Very unfavorable
349 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Very favorable
350 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
351 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
352 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
353 Pretty happy Right direction Mostly unfavorable Mostly favorable Mostly unfavorable Mostly unfavorable
354 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
355 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
356 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
357 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
358 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
359 Very happy Wrong track Very unfavorable Very unfavorable Mostly favorable Very favorable
360 Very happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
361 Pretty happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
362 Pretty happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly favorable
363 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
364 Not too happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
365 Very happy Wrong track Mostly unfavorable Mostly unfavorable Mostly favorable Mostly favorable
366 Pretty happy Right direction Very unfavorable Very unfavorable Mostly favorable Very favorable
367 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
368 Pretty happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly favorable
369 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
370 Not too happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
371 Not too happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly favorable
372 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
373 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
374 Very happy Wrong track Very unfavorable Very favorable Very unfavorable Very unfavorable
375 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
376 Pretty happy Right direction Very favorable Very favorable Mostly favorable Very favorable
377 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
378 Pretty happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Very unfavorable
379 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
380 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
381 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
382 Very happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
383 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
384 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
385 Not too happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
386 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
387 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
388 Very happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
389 Not too happy Right direction Very favorable Very favorable Mostly favorable Mostly favorable
390 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
391 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
392 Not too happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
393 Pretty happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
394 Pretty happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly favorable
395 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
396 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly favorable Very unfavorable
397 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
398 Very happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
399 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
400 Not too happy Wrong track Mostly unfavorable Mostly unfavorable Very unfavorable Very unfavorable
401 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly unfavorable
402 Not too happy Wrong track Mostly favorable Mostly favorable Mostly favorable Mostly favorable
403 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
404 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Very unfavorable
405 Very happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Very favorable
406 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
407 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Very unfavorable Mostly unfavorable
408 Not too happy Wrong track Very favorable Very favorable Very unfavorable Very favorable
409 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
410 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
411 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
412 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
413 Not too happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
414 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
415 Very happy Wrong track Mostly unfavorable Mostly favorable Very unfavorable Mostly unfavorable
416 Not too happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
417 Not too happy Wrong track Mostly unfavorable Very favorable Very unfavorable Mostly favorable
418 Very happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
419 Not too happy Wrong track Mostly favorable Very favorable Very unfavorable Mostly unfavorable
420 Not too happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
421 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
422 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
423 Not too happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
424 Pretty happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly favorable
425 Pretty happy Wrong track Very favorable Very favorable Very unfavorable Mostly favorable
426 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
427 Very happy Wrong track Very unfavorable Very unfavorable Mostly favorable Very unfavorable
428 Not too happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
429 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Very unfavorable Mostly favorable
430 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
431 Very happy Right direction Very favorable Very favorable Very unfavorable Mostly unfavorable
432 Not too happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
433 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
434 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
435 Not too happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
436 Pretty happy Wrong track Very unfavorable Mostly favorable Very unfavorable Mostly favorable
437 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
438 Not too happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
439 Not too happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
440 Pretty happy Right direction Very favorable Mostly unfavorable Very unfavorable Mostly favorable
441 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
442 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Mostly unfavorable
443 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
444 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
445 Very happy Right direction Mostly favorable Very favorable Very unfavorable Mostly favorable
446 Very happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly favorable
447 Not too happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
448 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
449 Pretty happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
450 Very happy Wrong track Very unfavorable Very unfavorable Very favorable Very favorable
451 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
452 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
453 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
454 Not too happy Wrong track Mostly unfavorable Mostly unfavorable Very unfavorable Mostly unfavorable
455 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
456 Pretty happy Wrong track Mostly favorable Very favorable Very unfavorable Mostly unfavorable
457 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
458 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
459 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
460 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
461 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
462 Pretty happy Wrong track Very favorable Very favorable Very unfavorable Very favorable
463 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
464 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
465 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
466 Very happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
467 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
468 Not too happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
469 Not too happy Wrong track Mostly unfavorable Very favorable Very unfavorable Mostly unfavorable
470 Pretty happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly favorable
471 Not too happy Right direction Very favorable Very favorable Very unfavorable Mostly unfavorable
472 Very happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
473 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
474 Very happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
475 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly favorable Mostly favorable
476 Pretty happy Right direction Refused Very favorable Very unfavorable Mostly favorable
477 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
478 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
479 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
480 Very happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
481 Not too happy Wrong track Very unfavorable Very unfavorable Mostly favorable Very unfavorable
482 Not too happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
483 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
484 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
485 Very happy Right direction Very favorable Very favorable Very favorable Mostly favorable
486 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
487 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly favorable Mostly favorable
488 Pretty happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly favorable
489 Not too happy Wrong track Mostly unfavorable Mostly unfavorable Mostly favorable Mostly favorable
490 Not too happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly favorable
491 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
492 Not too happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly unfavorable
493 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
494 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
495 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
496 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
497 Very happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
498 Very happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly unfavorable
499 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
500 Very happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
501 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
502 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
503 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly favorable Very unfavorable
504 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Mostly unfavorable
505 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
506 Pretty happy Right direction Very favorable Very favorable Very unfavorable Very favorable
507 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly unfavorable
508 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly favorable Mostly favorable
509 Pretty happy Wrong track Very favorable Very favorable Very unfavorable Mostly favorable
510 Very happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly unfavorable
511 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
512 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
513 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
514 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
515 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
516 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
517 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
518 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
519 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
520 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
521 Pretty happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly unfavorable
522 Pretty happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Very unfavorable
523 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
524 Very happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly favorable
525 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
526 Not too happy Wrong track Mostly favorable Mostly favorable Mostly favorable Mostly favorable
527 Pretty happy Right direction Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
528 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
529 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
530 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly favorable Mostly unfavorable
531 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
532 Very happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly unfavorable
533 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
534 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Refused
535 Pretty happy Right direction Very favorable Mostly favorable Mostly favorable Very favorable
536 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
537 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
538 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
539 Pretty happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
540 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
541 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
542 Very happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
543 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
544 Very happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
545 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
546 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly favorable Mostly favorable
547 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
548 Pretty happy Right direction Mostly unfavorable Mostly unfavorable Mostly favorable Mostly favorable
549 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly unfavorable
550 Pretty happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Very unfavorable
551 Not too happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
552 Not too happy Right direction Mostly favorable Very favorable Very unfavorable Mostly favorable
553 Very happy Wrong track Mostly favorable Mostly favorable Mostly favorable Mostly favorable
554 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
555 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
556 Pretty happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
557 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly favorable
558 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Mostly unfavorable
559 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Refused
560 Not too happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
561 Pretty happy Wrong track Mostly unfavorable Mostly favorable Very unfavorable Mostly unfavorable
562 Very happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
563 Very happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
564 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
565 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
566 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Very unfavorable
567 Not too happy Wrong track Mostly unfavorable Mostly unfavorable Very unfavorable Mostly unfavorable
568 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly favorable Mostly favorable
569 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
570 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
571 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
572 Refused Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
573 Very happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
574 Pretty happy Wrong track Very unfavorable Mostly unfavorable Very unfavorable Mostly unfavorable
575 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
576 Very happy Right direction Mostly favorable Very favorable Mostly unfavorable Very favorable
577 Pretty happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly favorable
578 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
579 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
580 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
581 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Very unfavorable Very unfavorable
582 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
583 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly favorable
584 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
585 Not too happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
586 Pretty happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly favorable
587 Very happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
588 Very happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
589 Pretty happy Wrong track Mostly favorable Very unfavorable Very unfavorable Mostly unfavorable
590 Not too happy Wrong track Mostly unfavorable Very unfavorable Very unfavorable Mostly unfavorable
591 Pretty happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly favorable
592 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
593 Not too happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
594 Pretty happy Wrong track Very favorable Mostly favorable Mostly unfavorable Mostly favorable
595 Very happy Right direction Very favorable Mostly unfavorable Mostly favorable Very unfavorable
596 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
597 Very happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
598 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Very favorable
599 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
600 Pretty happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly favorable
601 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
602 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
603 Pretty happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly favorable
604 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
605 Very happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
606 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
607 Very happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
608 Not too happy Wrong track Mostly unfavorable Mostly unfavorable Mostly favorable Mostly favorable
609 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
610 Not too happy Wrong track Mostly unfavorable Mostly favorable Mostly unfavorable Mostly favorable
611 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
612 Very happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
613 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
614 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
615 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly unfavorable
616 Very happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
617 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
618 Pretty happy Wrong track Very unfavorable Mostly favorable Mostly unfavorable Mostly favorable
619 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
620 Not too happy Right direction Very favorable Mostly unfavorable Very unfavorable Mostly favorable
621 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
622 Not too happy Wrong track Mostly favorable Mostly favorable Refused Mostly unfavorable
623 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
624 Pretty happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly unfavorable
625 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
626 Very happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
627 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
628 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
629 Pretty happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
630 Very happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly favorable
631 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
632 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
633 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly favorable Very unfavorable
634 Pretty happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
635 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
636 Pretty happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
637 Pretty happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly unfavorable
638 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
639 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
640 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
641 Very happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
642 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
643 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Refused
644 Not too happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
645 Not too happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
646 Very happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
647 Pretty happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly unfavorable
648 Not too happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
649 Not too happy Wrong track Mostly unfavorable Mostly favorable Very unfavorable Mostly favorable
650 Very happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
651 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
652 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
653 Pretty happy Right direction Mostly favorable Very favorable Very unfavorable Mostly favorable
654 Very happy Right direction Very favorable Very favorable Very unfavorable Very favorable
655 Pretty happy Wrong track Mostly unfavorable Mostly favorable Very unfavorable Very unfavorable
656 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
657 Very happy Right direction Mostly favorable Very favorable Mostly favorable Mostly favorable
658 Very happy Right direction Very favorable Very favorable Very unfavorable Mostly unfavorable
659 Pretty happy Wrong track Mostly favorable Very unfavorable Very unfavorable Mostly favorable
660 Very happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
661 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
662 Not too happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
663 Not too happy Right direction Mostly favorable Mostly favorable Mostly favorable Very favorable
664 Pretty happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly favorable
665 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
666 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
667 Not too happy Right direction Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
668 Pretty happy Wrong track Mostly unfavorable Mostly favorable Mostly favorable Mostly unfavorable
669 Very happy Right direction Very favorable Very favorable Very favorable Very favorable
670 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
671 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
672 Not too happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly unfavorable
673 Very happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly favorable
674 Very happy Right direction Very favorable Mostly favorable Very unfavorable Very favorable
675 Not too happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
676 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
677 Not too happy Wrong track Mostly unfavorable Mostly unfavorable Mostly favorable Mostly unfavorable
678 Pretty happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly unfavorable
679 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
680 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
681 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
682 Pretty happy Right direction Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
683 Very happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
684 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly favorable Mostly favorable
685 Very happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
686 Pretty happy Wrong track Very favorable Very favorable Very unfavorable Refused
687 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
688 Not too happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly favorable
689 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
690 Not too happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
691 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
692 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
693 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly favorable Mostly favorable
694 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
695 Very happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly unfavorable
696 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
697 Very happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
698 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
699 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
700 Pretty happy Wrong track Very favorable Mostly favorable Mostly unfavorable Mostly unfavorable
701 Pretty happy Wrong track Mostly unfavorable Very unfavorable Very unfavorable Very unfavorable
702 Very happy Right direction Very favorable Very favorable Mostly unfavorable Mostly unfavorable
703 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Refused
704 Pretty happy Wrong track Refused Refused Refused Refused
705 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
706 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
707 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly favorable Mostly favorable
708 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
709 Not too happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
710 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
711 Very happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
712 Not too happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
713 Not too happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly favorable
714 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
715 Pretty happy Wrong track Mostly unfavorable Mostly favorable Very unfavorable Mostly favorable
716 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
717 Very happy Right direction Very favorable Very unfavorable Mostly unfavorable Mostly favorable
718 Very happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
719 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
720 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly favorable Mostly unfavorable
721 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
722 Very happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
723 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly favorable Mostly unfavorable
724 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
725 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
726 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly unfavorable
727 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
728 Not too happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
729 Very happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
730 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
731 Pretty happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly favorable
732 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
733 Very happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
734 Pretty happy Right direction Mostly favorable Mostly favorable Refused Mostly favorable
735 Not too happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
736 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
737 Very happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly favorable
738 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly unfavorable Very favorable
739 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
740 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
741 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly favorable Mostly favorable
742 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly favorable Mostly favorable
743 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
744 Not too happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly unfavorable
745 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly unfavorable
746 Very happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
747 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
748 Pretty happy Right direction Mostly unfavorable Mostly unfavorable Mostly favorable Mostly favorable
749 Very happy Wrong track Mostly unfavorable Mostly unfavorable Mostly favorable Mostly favorable
750 Pretty happy Wrong track Very favorable Very favorable Very unfavorable Very unfavorable
751 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
752 Pretty happy Wrong track Mostly unfavorable Mostly favorable Mostly unfavorable Mostly favorable
753 Very happy Right direction Very unfavorable Very unfavorable Very unfavorable Very unfavorable
754 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
755 Not too happy Wrong track Very favorable Mostly favorable Very unfavorable Very unfavorable
756 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
757 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
758 Very happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly favorable
759 Very happy Right direction Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
760 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
761 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
762 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
763 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
764 Pretty happy Right direction Very favorable Very favorable Mostly favorable Mostly favorable
765 Pretty happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
766 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
767 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
768 Pretty happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly unfavorable
769 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
770 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
771 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
772 Pretty happy Right direction Very favorable Mostly unfavorable Very unfavorable Mostly favorable
773 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
774 Pretty happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
775 Not too happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
776 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
777 Pretty happy Right direction Very unfavorable Mostly unfavorable Very unfavorable Very unfavorable
778 Pretty happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
779 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
780 Not too happy Wrong track Mostly unfavorable Mostly unfavorable Very unfavorable Very unfavorable
781 Pretty happy Right direction Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
782 Not too happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
783 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
784 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Very favorable Mostly unfavorable
785 Pretty happy Wrong track Very favorable Very favorable Mostly unfavorable Very unfavorable
786 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
787 Not too happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
788 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
789 Pretty happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly unfavorable
790 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
791 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
792 Very happy Wrong track Very favorable Very favorable Very unfavorable Mostly unfavorable
793 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Very unfavorable Mostly unfavorable
794 Not too happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly unfavorable
795 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
796 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Very favorable
797 Very happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
798 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
799 Pretty happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly favorable
800 Very happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
801 Not too happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
802 Pretty happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly favorable
803 Pretty happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Very unfavorable
804 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
805 Not too happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly unfavorable
806 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly favorable Mostly favorable
807 Not too happy Wrong track Very favorable Mostly favorable Mostly favorable Mostly favorable
808 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
809 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Very unfavorable
810 Very happy Wrong track Very unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
811 Pretty happy Wrong track Very favorable Refused Very unfavorable Mostly favorable
812 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
813 Very happy Right direction Mostly unfavorable Mostly unfavorable Mostly favorable Mostly favorable
814 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
815 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
816 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
817 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
818 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
819 Pretty happy Wrong track Mostly unfavorable Very unfavorable Very unfavorable Mostly favorable
820 Very happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
821 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly favorable
822 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
823 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
824 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
825 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
826 Not too happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
827 Pretty happy Wrong track Mostly favorable Very favorable Very unfavorable Mostly unfavorable
828 Pretty happy Wrong track Very unfavorable Mostly unfavorable Very unfavorable Very unfavorable
829 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Very unfavorable
830 Very happy Right direction Very favorable Very favorable Mostly unfavorable Very unfavorable
831 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
832 Very happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
833 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly unfavorable
834 Not too happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
835 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
836 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
837 Not too happy Wrong track Very favorable Very favorable Very unfavorable Mostly favorable
838 Very happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Very unfavorable
839 Very happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
840 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
841 Pretty happy Wrong track Very unfavorable Very unfavorable Very favorable Mostly favorable
842 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Very unfavorable
843 Pretty happy Wrong track Very favorable Mostly favorable Mostly unfavorable Mostly favorable
844 Not too happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Very favorable
845 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
846 Not too happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Mostly favorable
847 Pretty happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly favorable
848 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Very unfavorable
849 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
850 Very happy Refused Very favorable Mostly favorable Very unfavorable Mostly favorable
851 Pretty happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Very favorable
852 Refused Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
853 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly favorable Very unfavorable
854 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
855 Not too happy Wrong track Very unfavorable Mostly unfavorable Mostly favorable Mostly favorable
856 Not too happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
857 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Very unfavorable
858 Pretty happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
859 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
860 Pretty happy Wrong track Very unfavorable Very unfavorable Refused Refused
861 Not too happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
862 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
863 Pretty happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
864 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
865 Pretty happy Right direction Very favorable Mostly favorable Refused Very favorable
866 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
867 Pretty happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly favorable
868 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
869 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
870 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
871 Very happy Right direction Very favorable Mostly favorable Very unfavorable Very favorable
872 Pretty happy Right direction Mostly favorable Very favorable Very unfavorable Mostly favorable
873 Not too happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
874 Pretty happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
875 Very happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
876 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
877 Very happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
878 Pretty happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
879 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
880 Very happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Mostly unfavorable
881 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Very favorable
882 Pretty happy Wrong track Very unfavorable Very unfavorable Very favorable Mostly favorable
883 Very happy Wrong track Mostly unfavorable Very unfavorable Very unfavorable Mostly favorable
884 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
885 Pretty happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly favorable
886 Pretty happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
887 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
888 Pretty happy Wrong track Very favorable Very unfavorable Mostly unfavorable Mostly favorable
889 Not too happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
890 Not too happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
891 Very happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly favorable
892 Pretty happy Wrong track Mostly favorable Very favorable Very unfavorable Mostly unfavorable
893 Refused Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
894 Pretty happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
895 Pretty happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
896 Very happy Wrong track Mostly unfavorable Mostly unfavorable Mostly favorable Mostly unfavorable
897 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
898 Very happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly favorable
899 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
900 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
901 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly favorable Mostly unfavorable
902 Not too happy Wrong track Very favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
903 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
904 Not too happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
905 Very happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
906 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Mostly unfavorable
907 Very happy Right direction Mostly favorable Refused Mostly favorable Mostly favorable
908 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Very favorable
909 Very happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
910 Pretty happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly favorable
911 Pretty happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly favorable
912 Pretty happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
913 Refused Right direction Very favorable Very favorable Very unfavorable Mostly unfavorable
914 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
915 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
916 Not too happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
917 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly favorable Mostly favorable
918 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly favorable Very favorable
919 Not too happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
920 Not too happy Wrong track Mostly favorable Very unfavorable Very unfavorable Mostly unfavorable
921 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
922 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
923 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
924 Not too happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
925 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
926 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
927 Very happy Right direction Very favorable Very favorable Very unfavorable Very unfavorable
928 Pretty happy Right direction Very unfavorable Very favorable Very unfavorable Very unfavorable
929 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
930 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
931 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
932 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
933 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly unfavorable
934 Pretty happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly favorable
935 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
936 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
937 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly favorable Very unfavorable
938 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
939 Not too happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly favorable
940 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
941 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
942 Pretty happy Wrong track Very unfavorable Very unfavorable Very favorable Mostly unfavorable
943 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
944 Very happy Right direction Very favorable Very favorable Mostly favorable Mostly favorable
945 Very happy Wrong track Mostly favorable Mostly favorable Mostly favorable Mostly favorable
946 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
947 Very happy Right direction Very favorable Mostly favorable Very unfavorable Very unfavorable
948 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
949 Very happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
950 Pretty happy Wrong track Very favorable Mostly unfavorable Very unfavorable Mostly favorable
951 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
952 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
953 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
954 Not too happy Right direction Very favorable Mostly unfavorable Very unfavorable Mostly unfavorable
955 Pretty happy Right direction Mostly favorable Very favorable Very unfavorable Mostly favorable
956 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
957 Not too happy Wrong track Mostly unfavorable Mostly favorable Mostly unfavorable Mostly favorable
958 Very happy Right direction Very favorable Very favorable Very favorable Very favorable
959 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
960 Pretty happy Right direction Very favorable Mostly unfavorable Very unfavorable Very unfavorable
961 Pretty happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly favorable
962 Not too happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
963 Not too happy Right direction Very favorable Very favorable Mostly favorable Mostly favorable
964 Not too happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly unfavorable
965 Pretty happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
966 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
967 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
968 Very happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
969 Refused Wrong track Very favorable Mostly favorable Mostly unfavorable Mostly favorable
970 Not too happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly favorable
971 Not too happy Wrong track Mostly unfavorable Mostly unfavorable Very unfavorable Very unfavorable
972 Very happy Wrong track Mostly favorable Mostly favorable Mostly favorable Mostly favorable
973 Not too happy Wrong track Mostly favorable Mostly favorable Very unfavorable Very unfavorable
974 Not too happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly favorable
975 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly favorable Mostly favorable
976 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
977 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
978 Pretty happy Wrong track Very favorable Mostly unfavorable Very unfavorable Mostly unfavorable
979 Pretty happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly unfavorable
980 Very happy Wrong track Mostly unfavorable Very unfavorable Mostly unfavorable Very unfavorable
981 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
982 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
983 Very happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
984 Very happy Right direction Mostly unfavorable Mostly unfavorable Mostly favorable Mostly favorable
985 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
986 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
987 Very happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
988 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
989 Very happy Right direction Very unfavorable Very unfavorable Very unfavorable Mostly favorable
990 Very happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
991 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Very unfavorable
992 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
993 Not too happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
994 Not too happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
995 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
996 Very happy Right direction Very favorable Mostly unfavorable Very unfavorable Mostly favorable
997 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
998 Not too happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
999 Pretty happy Wrong track Very favorable Mostly favorable Very unfavorable Very unfavorable
1000 Very happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly unfavorable
1001 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
1002 Not too happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
1003 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
1004 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
1005 Pretty happy Wrong track Mostly favorable Mostly unfavorable Very unfavorable Mostly unfavorable
1006 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
1007 Not too happy Wrong track Mostly unfavorable Very unfavorable Very unfavorable Mostly unfavorable
1008 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
1009 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
1010 Very happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
1011 Pretty happy Wrong track Mostly unfavorable Very unfavorable Very unfavorable Mostly unfavorable
1012 Pretty happy Right direction Very favorable Very favorable Mostly favorable Very favorable
1013 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
1014 Pretty happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Very unfavorable
1015 Not too happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
1016 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Mostly unfavorable
1017 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
1018 Refused Right direction Very unfavorable Very unfavorable Mostly favorable Mostly unfavorable
1019 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
1020 Not too happy Wrong track Very favorable Mostly favorable Very unfavorable Mostly favorable
1021 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
1022 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
1023 Not too happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Mostly favorable
1024 Very happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Very favorable
1025 Not too happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly favorable
1026 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
1027 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
1028 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
1029 Pretty happy Right direction Very favorable Mostly unfavorable Very unfavorable Mostly favorable
1030 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Mostly favorable
1031 Very happy Right direction Refused Refused Refused Refused
1032 Pretty happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
1033 Very happy Right direction Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
1034 Very happy Wrong track Mostly unfavorable Mostly favorable Mostly favorable Mostly favorable
1035 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly unfavorable
1036 Not too happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Mostly favorable
1037 Pretty happy Wrong track Mostly unfavorable Very unfavorable Very unfavorable Mostly favorable
1038 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
1039 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
1040 Very happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
1041 Pretty happy Right direction Mostly favorable Very favorable Very unfavorable Mostly favorable
1042 Not too happy Wrong track Mostly favorable Mostly favorable Mostly favorable Mostly favorable
1043 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
1044 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly favorable Mostly favorable
1045 Very happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
1046 Pretty happy Right direction Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
1047 Not too happy Wrong track Very favorable Very favorable Very unfavorable Mostly unfavorable
1048 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly favorable Mostly favorable
1049 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
1050 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
1051 Very happy Right direction Mostly favorable Refused Refused Refused
1052 Pretty happy Wrong track Mostly unfavorable Very unfavorable Mostly unfavorable Mostly unfavorable
1053 Not too happy Wrong track Mostly favorable Mostly favorable Mostly favorable Mostly favorable
1054 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
1055 Not too happy Wrong track Very unfavorable Very unfavorable Mostly favorable Mostly favorable
1056 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Very favorable
1057 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
1058 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
1059 Very happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
1060 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Very unfavorable
1061 Very happy Wrong track Very favorable Very favorable Very unfavorable Very unfavorable
1062 Pretty happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly favorable
1063 Very happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly favorable
1064 Not too happy Wrong track Very favorable Very favorable Very unfavorable Mostly favorable
1065 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
1066 Very happy Right direction Very favorable Very favorable Mostly unfavorable Mostly unfavorable
1067 Pretty happy Right direction Very favorable Very favorable Very unfavorable Very favorable
1068 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
1069 Not too happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
1070 Pretty happy Wrong track Very unfavorable Mostly favorable Very unfavorable Mostly unfavorable
1071 Not too happy Right direction Very favorable Very favorable Very unfavorable Mostly unfavorable
1072 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
1073 Pretty happy Right direction Mostly favorable Mostly favorable Mostly favorable Refused
1074 Very happy Wrong track Very unfavorable Mostly unfavorable Mostly favorable Mostly unfavorable
1075 Pretty happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
1076 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
1077 Very happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
1078 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Very unfavorable Very unfavorable
1079 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
1080 Not too happy Wrong track Mostly unfavorable Mostly favorable Mostly unfavorable Mostly unfavorable
1081 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
1082 Very happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly favorable
1083 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
1084 Not too happy Wrong track Mostly favorable Mostly favorable Mostly favorable Mostly favorable
1085 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
1086 Not too happy Wrong track Mostly unfavorable Mostly favorable Mostly unfavorable Mostly favorable
1087 Very happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
1088 Pretty happy Wrong track Very favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
1089 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
1090 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Mostly unfavorable
1091 Very happy Right direction Very favorable Very favorable Very unfavorable Very unfavorable
1092 Not too happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
1093 Pretty happy Right direction Very unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
1094 Very happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
1095 Not too happy Wrong track Very favorable Very favorable Mostly unfavorable Very favorable
1096 Pretty happy Wrong track Mostly unfavorable Mostly favorable Mostly unfavorable Mostly favorable
1097 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
1098 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Mostly unfavorable
1099 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
1100 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
1101 Pretty happy Right direction Very favorable Mostly favorable Mostly favorable Mostly favorable
1102 Not too happy Wrong track Very unfavorable Mostly unfavorable Mostly favorable Very unfavorable
1103 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
1104 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
1105 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
1106 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
1107 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
1108 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
1109 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly unfavorable
1110 Pretty happy Wrong track Very unfavorable Mostly favorable Mostly unfavorable Mostly favorable
1111 Pretty happy Right direction Mostly unfavorable Mostly unfavorable Very unfavorable Mostly favorable
1112 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
1113 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
1114 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly favorable Mostly favorable
1115 Pretty happy Right direction Mostly unfavorable Very unfavorable Very unfavorable Mostly unfavorable
1116 Refused Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
1117 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
1118 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
1119 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
1120 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
1121 Very happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
1122 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
1123 Very happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
1124 Pretty happy Wrong track Very favorable Mostly favorable Very unfavorable Very unfavorable
1125 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
1126 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
1127 Not too happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
1128 Pretty happy Wrong track Very unfavorable Very unfavorable Mostly favorable Very unfavorable
1129 Pretty happy Wrong track Mostly unfavorable Mostly favorable Mostly favorable Mostly favorable
1130 Very happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
1131 Not too happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
1132 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
1133 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
1134 Not too happy Wrong track Very unfavorable Very unfavorable Mostly unfavorable Mostly unfavorable
1135 Very happy Wrong track Mostly unfavorable Very unfavorable Very unfavorable Mostly unfavorable
1136 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly favorable
1137 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
1138 Pretty happy Right direction Very unfavorable Very unfavorable Very unfavorable Very unfavorable
1139 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Refused Mostly unfavorable
1140 Not too happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
1141 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
1142 Pretty happy Right direction Mostly unfavorable Refused Refused Refused
1143 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
1144 Not too happy Right direction Very favorable Very favorable Very unfavorable Very favorable
1145 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
1146 Very happy Right direction Very favorable Very favorable Mostly favorable Mostly favorable
1147 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
1148 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
1149 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
1150 Very happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
1151 Pretty happy Right direction Mostly favorable Mostly favorable Mostly favorable Mostly favorable
1152 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
1153 Not too happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
1154 Pretty happy Wrong track Very unfavorable Very unfavorable Very favorable Very unfavorable
1155 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
1156 Pretty happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
1157 Pretty happy Wrong track Mostly unfavorable Mostly unfavorable Mostly unfavorable Mostly favorable
1158 Very happy Right direction Very favorable Mostly favorable Mostly favorable Mostly unfavorable
1159 Very happy Right direction Very favorable Very favorable Very unfavorable Mostly unfavorable
1160 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
1161 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
1162 Very happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
1163 Pretty happy Right direction Very favorable Very favorable Very favorable Very favorable
1164 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
1165 Not too happy Right direction Mostly favorable Mostly unfavorable Very unfavorable Mostly favorable
1166 Not too happy Wrong track Very unfavorable Very unfavorable Very favorable Mostly unfavorable
1167 Not too happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
1168 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
1169 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly favorable
1170 Not too happy Right direction Very favorable Mostly favorable Very unfavorable Mostly unfavorable
1171 Pretty happy Wrong track Very unfavorable Very unfavorable Very unfavorable Very unfavorable
1172 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
1173 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
1174 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
1175 Pretty happy Right direction Mostly favorable Mostly favorable Very unfavorable Mostly favorable
1176 Not too happy Wrong track Mostly favorable Mostly favorable Very unfavorable Very unfavorable
1177 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly favorable Mostly favorable
1178 Pretty happy Wrong track Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
1179 Pretty happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly unfavorable
1180 Pretty happy Right direction Very favorable Very favorable Mostly unfavorable Mostly favorable
1181 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly unfavorable
1182 Not too happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly favorable
1183 Pretty happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly unfavorable
1184 Not too happy Right direction Mostly favorable Mostly favorable Mostly unfavorable Mostly favorable
1185 Pretty happy Wrong track Mostly favorable Very unfavorable Very unfavorable Very unfavorable
1186 Pretty happy Wrong track Mostly favorable Very unfavorable Very unfavorable Mostly unfavorable
1187 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
1188 Pretty happy Wrong track Mostly favorable Very favorable Very unfavorable Mostly favorable
1189 Pretty happy Right direction Very favorable Mostly favorable Mostly unfavorable Mostly favorable
1190 Pretty happy Right direction Very favorable Very favorable Very unfavorable Mostly unfavorable
1191 Not too happy Wrong track Mostly favorable Mostly favorable Very unfavorable Mostly favorable
1192 Pretty happy Wrong track Mostly favorable Very favorable Mostly unfavorable Mostly favorable
1193 Pretty happy Right direction Mostly favorable Mostly unfavorable Mostly favorable Very favorable
1194 Pretty happy Wrong track Very unfavorable Mostly unfavorable Mostly favorable Mostly favorable
1195 Pretty happy Wrong track Mostly favorable Mostly unfavorable Mostly unfavorable Mostly unfavorable
1196 Very happy Right direction Mostly favorable Mostly unfavorable Mostly favorable Mostly unfavorable
1197 Very happy Wrong track Very unfavorable Very unfavorable Mostly favorable Very unfavorable

Converting to Graph Data - Overview

plot of chunk unnamed-chunk-18

Converting to Graph Data - Overview

Main Task: Create 2 Data Frames

  1. Node List (not required):
    • First Column must be the unique names/id of the nodes
    • Every subsequent column is a node attribute
    • Only required if the graph has node attributes
  2. Edge List (required!):
    • First column must be the name/id of the source node (the tail of the edge)
    • Second column must be the name/id of the target node (the head of the edge)
    • Every subsequent column is an edge attribute

Converting to Graph Data - Edge List

links <- survey %>%
  mutate(NEWCASEID = str_c("ID_", NEWCASEID)) %>%
  gather(question, answer, -NEWCASEID) %>%
  unite(answer, question, answer, sep = '::') %>%
  mutate(type = "person_answer")

Converting to Graph Data - Edge List

# A tibble: 10 x 3
   NEWCASEID answer                                               type    
   <chr>     <chr>                                                <chr>   
 1 ID_923    Q102A::Same-sex marriage should be a top priority f… person_…
 2 ID_89     IMP::Not at all important                            person_…
 3 ID_62     Q66_E::Unfriendly                                    person_…
 4 ID_1008   Q82_A::Never happened                                person_…
 5 ID_444    Q84::Yes, in past 12 months                          person_…
 6 ID_430    Q64_OE2::NA                                          person_…
 7 ID_938    Q102B::The best way to achieve equality is for LGBT… person_…
 8 ID_609    Q82_B::Never happened                                person_…
 9 ID_993    Q49::All or most of them                             person_…
10 ID_328    Q66_A::Unfriendly                                    person_…

Converting to Graph Data - Node List

nodes <- rbind(
  tibble(
    name = links$NEWCASEID %>% unique,
    type = 'person'
  ),
  tibble(
    name = links$answer %>% unique,
    type = 'answer'
  )
)

Converting to Graph Data - Node List

# A tibble: 10 x 2
   name                                                  type  
   <chr>                                                 <chr> 
 1 weight::1.775                                         answer
 2 Q64_OE3::Barbra Streisand                             answer
 3 ID_108                                                person
 4 weight::0.2908                                        answer
 5 weight::1.7894                                        answer
 6 weight::0.1622                                        answer
 7 Q2::Right direction                                   answer
 8 ID_198                                                person
 9 Q44new_OE2::Didn't want to hurt/stress/disappoint her answer
10 weight::1.1363                                        answer

Converting to Graph Data - The Graph!!

g <- graph_from_data_frame(d = links, directed = F, vertices = nodes)
g
IGRAPH 2f7f7e3 UN-B 3533 215460 -- 
+ attr: name (v/c), type (v/c), type (e/c)
+ edges from 2f7f7e3 (vertex names):
 [1] ID_1 --Q1::Pretty happy  ID_2 --Q1::Pretty happy 
 [3] ID_3 --Q1::Not too happy ID_4 --Q1::Pretty happy 
 [5] ID_5 --Q1::Pretty happy  ID_6 --Q1::Pretty happy 
 [7] ID_7 --Q1::Pretty happy  ID_8 --Q1::Pretty happy 
 [9] ID_9 --Q1::Pretty happy  ID_10--Q1::Very happy   
[11] ID_11--Q1::Very happy    ID_12--Q1::Pretty happy 
[13] ID_13--Q1::Very happy    ID_14--Q1::Pretty happy 
[15] ID_15--Q1::Pretty happy  ID_16--Q1::Very happy   
+ ... omitted several edges

Converting to Graph Data - The Graph is too big!!!

'fullSurveyGraph.png'

Subgraph - Filter the Graph down!!!

plot of chunk unnamed-chunk-25

Subgraph - Filter the graph down!!!

plot of chunk unnamed-chunk-26

Subgraph - Just Gay Males

filterForGroup <- function(g, strFilt){
  g %>%
  {. - E(.)[!V(.)[str_detect(V(.)$name, '^ID_')] %--% V(.)[str_detect(V(.)$name, strFilt)]]} %>%
  {. - V(.)[degree(.) == 0]} %>%
  {V(.)[str_detect(name, '^ID_')]$name} %>%
  {g - E(g)[!. %--% V(g)]} %>%
  {. - V(.)[degree(.) == 0]} %>%
  {. - V(.)[str_detect(name, '^weight')]} %>% 
  {. - V(.)[str_detect(name, '^duration')]} %>%
  {. - V(.)[str_detect(name, '::NA$')]} 
}
justGay <-  filterForGroup(g, 'LGBT::gay')

Subgraph - Just Gay Males. Still too big!!!

plot of chunk unnamed-chunk-28

Subgraph - Question 102

102(a|b|c|d): Which Statement comes closer to your own views - even if neither is exatly right?

Q. A1. A2
A The push for same-sex marriage has taken too much focus away from other issues important to LGBT people Same-sex marriage should be the top priority for LGBT people right now, even if this means some other issues do not get much attention
B The best way to achieve equality is for LGBT people to be a part of mainstream culture and institutions like marriage LGBT people should be able to achieve equality while still maintaining their own distinct culture and way of life
C I dont want to be seen as different because of my (sexual orientation)/(gender identity) My (sexual orientation)/(gender identity) makes me different from other people, and I am comfortable with that.
D It is important to maintain places like LGBT neighborhoods and gay and lesbian bars These types of places will not be important as LGBT people are more accepted into society

Subgraph - Question 102 Filtered

filterForQuestion <- function(g, strFilt){
  filteredItem <- V(g)[str_detect(V(g)$name, strFilt)]
  g %>%
    {. - E(.)[!V(.) %--% filteredItem]} %>%
    {. - V(.)[degree(.) == 0]}
}

justGay102 <- filterForQuestion(justGay, '^Q102')

Subgraph - Question 102 Filtered

plot of chunk unnamed-chunk-30

Subgraph - Projection

plot of chunk unnamed-chunk-31

Subgraph - Projection

plot of chunk unnamed-chunk-32

Subgraph - Question 102 Projected

projectForType <- function(g, strType){
  g %>%
    set_vertex_attr('type', 
                    value = sapply(V(.)$type, function(x){
                      x == strType
                    })) %>%
    set_vertex_attr('degree',
                    value = degree(.)) %>% 
    set_vertex_attr('percDegree',
                    value = degree(.)/vcount(g - V(g)[type == strType])) %>%
    bipartite_projection() %>%
    .[[2]] %>%
    set_vertex_attr('strength', value = strength(.)) %>%
    set_edge_attr('percStrength', value = E(.)$weight/vcount(g - V(g)[type == strType]))
}

justGay102Answers <- projectForType(justGay102, 'answer')

Subgraph - Answers have relationships

plot of chunk unnamed-chunk-34

Subgraph - Statistics Change if the Relationships Change

plot of chunk unnamed-chunk-35

Summary of Vertices - They're just vectors

justGay102Summary <- tibble(
  answer = V(justGay102Answers)$name,
  people = V(justGay102Answers)$degree
) %>%
  separate(answer, c('question', 'answer'), '::') %>%
  arrange(people) %>%
  mutate(answer = factor(answer, c('Refused', .$answer %>% .[. != 'Refused'])))

ggplot(justGay102Summary) +
  geom_col(aes(answer, people)) +
  coord_flip() +
  facet_grid(question~., drop = T, scales='free_y')

Summary of Vertices - They're just vectors

plot of chunk unnamed-chunk-37

Get all LGBT sugbraphs

get_sub <- function(g, str_filt, cutoff, type){
  g %>%
    filterForQuestion(str_filt) %>%
    {
      poi <- V(.)[str_detect(name, '^ID_')]$name
      g - E(g)[!poi %--% V(g)]
    }  %>%
    {. - V(.)[degree(.) == 0]} %>%
    projectForType('answer') %>%
    {
      totP <<- V(.)[str_detect(name, '^ID_')] %>% length
      .
    } %>%
    {. - V(.)[percDegree < cutoff]} %>%
    filterForQuestion(str_filt) %>%
    set_edge_attr('percTot', value = E(.)$weight/totP) %>%
    set_edge_attr('type', value = type) %>%
    as_data_frame()
}

Get all LGBT subgraphs

trans <- get_sub(g, 'LGBT::transgender', .7, 'transgender')
gay <- get_sub(g, 'LGBT::gay', .7, 'gay')
bisexual <- get_sub(g, 'LGBT::bisexual', .7, 'bisexual')
lesbian <- get_sub(g, 'LGBT::lesbian', .7, 'lesbian')

lgbt <- list(trans, gay, bisexual, lesbian) %>%
  bind_rows()

g_lgbt_70 <- graph_from_data_frame(lgbt, F)

Similarities

only_common <- g_lgbt_70 %>%
  {. - V(.)[str_detect(name, "::NA$")]} %>%
  set_vertex_attr('degree',
                  value = degree(.)) %>%
  {. - V(.)[str_detect(name, '^LGBT')]} %>%
  {. - V(.)[degree < 4]} %>%
  {V(.)$name} %>%
  c(V(g_lgbt_70)[str_detect(name, '^LGBT')]$name)

g_lgbt_70_sim <- g_lgbt_70 %>% 
  {. - V(.)[!name %in% only_common]} 

Similarities

plot of chunk unnamed-chunk-41

Dissimilarities

remove_common <- g_lgbt_70 %>%
  {. - V(.)[str_detect(name, "::NA$")]} %>%
  set_vertex_attr('degree', 
                  value = degree(.)) %>%
  {. - V(.)[str_detect(name, '^LGBT')]} %>%
  {. - V(.)[degree > 2]} %>%
  {V(.)$name} %>% 
  c(V(g_lgbt_70)[str_detect(name, '^LGBT')]$name)


g_lgbt_70_dis <- g_lgbt_70 %>% 
  {. - V(.)[!name %in% remove_common]} 

Dissimilarities

plot of chunk unnamed-chunk-43

Resources

Network Visualizations

Katya Ognyanova
@Ognyanova
http://kateto.net/network-visualization

Graph Traversal Tutorial

My tutorial on graph traversal with igraph
/beemyfriend/traversing_graphs_in_R

Looking for Speakers & Organizers